Classification of indoor and outdoor telecommunications events of mobile telecommunications networks

ABSTRACT

Concepts and technologies are described herein for the classification of indoor and outdoor telecommunications events that occur within mobile telecommunications networks. According to one aspect disclosed herein, a method for classifying telecommunications events can include receiving a data set that includes geo-location data and radio signal measurement data for a plurality of telecommunications events that have occurred within a mobile telecommunications network. The method can also include providing the data set as input to a classification model. The method can also include classifying the data set into an indoor results subset and an outdoor results subset using the classification model. The indoor results subset can include a first telecommunications event that is determined by the classification model to have occurred in an indoor location. The outdoor results subset can include a second telecommunications event that is determined by the classification model to have occurred in an outdoor location.

TECHNICAL FIELD

The concepts and technologies disclosed herein generally relate tomobile telecommunications. More specifically, the concepts andtechnologies disclosed herein relate to the classification of indoor andoutdoor telecommunications events that occur within mobiletelecommunications networks.

BACKGROUND

A mobile telecommunications carrier may allocate a significant portionof their annual budget to network planning, troubleshooting, andotherwise improving their network coverage in order to meet the needs oftheir customers. As a mobile telecommunications carrier expands theirnetwork to encompass rural, urban, and other land areas, the ability todetermine whether a telecommunications event, such as a voice call ordata session, occurred within a building or other indoor area oroutdoors becomes increasingly difficult. Mobile telecommunicationscarriers may utilize predicted service demand, historic traffic usage,and/or demographics for planning network upgrades for areas in whichthey currently provide mobile telecommunications services, and forplanning network expansion into areas in which they intend to providemobile telecommunications services. These planning metrics, however, arenot beneficial for determining the environment in which atelecommunications event occurred.

SUMMARY

Concepts and technologies are described herein that involve theclassification of indoor and outdoor telecommunications events thatoccur within mobile telecommunications networks. According to one aspectdisclosed herein, a method for classifying telecommunications events caninclude receiving a data set that includes geo-location data and radiosignal measurement data for a plurality of telecommunications eventsthat have occurred within a mobile telecommunications network. Themethod can also include providing the data set as input to aclassification model. The method can also include classifying the dataset into an indoor results subset and an outdoor results subset usingthe classification model. The indoor results subset can include a firsttelecommunications event of the plurality of telecommunications eventsthat is determined by the classification model to have occurred in anindoor location. The outdoor results subset can include a secondtelecommunications event of the plurality of telecommunications eventsthat is determined by the classification model to have occurred in anoutdoor location.

According to another aspect disclosed herein, a computer system isprovided. The computer system can include a processor and a memory. Thememory can include a classification model and computer-executableinstructions that, when executed by the processor, cause the processorto perform operations. The operations can include receiving a data setthat includes geo-location data and radio signal measurement data for aplurality of telecommunications events that have occurred within amobile telecommunications network. The operations can also includeproviding the data set as input to the classification model. Theoperations can also include classifying, using the classification model,the data set into an indoor results subset and an outdoor resultssubset. The indoor results subset can include a first telecommunicationsevent of the plurality of telecommunications events that is determinedby the classification model to have occurred in an indoor location. Theoutdoor results subset can include a second telecommunications event ofthe plurality of telecommunications events that is determined by theclassification model to have occurred in an outdoor location.

According to another aspect disclosed herein, a computer-readablestorage medium includes instructions that, when executed by a processorof a computer system, cause the processor to perform operations. Theoperations can include receiving a data set that includes geo-locationdata and radio signal measurement data for a plurality oftelecommunications events that have occurred within a mobiletelecommunications network. The operations can also include providingthe data set as input to the classification model. The operations canalso include classifying, using the classification model, the data setinto an indoor results subset and an outdoor results subset. The indoorresults subset can include a first telecommunications event of theplurality of telecommunications events that is determined by theclassification model to have occurred in an indoor location. The outdoorresults subset can include a second telecommunications event of theplurality of telecommunications events that is determined by theclassification model to have occurred in an outdoor location.

It should be appreciated that the above-described subject matter may beimplemented as a computer-controlled apparatus, a computer process, acomputing system, or as an article of manufacture such as acomputer-readable storage medium. These and various other features willbe apparent from a reading of the following Detailed Description and areview of the associated drawings.

This Summary is provided to introduce a selection of concepts in asimplified form that are further described below in the DetailedDescription. This Summary is not intended to identify key features oressential features of the claimed subject matter, nor is it intendedthat this Summary be used to limit the scope of the claimed subjectmatter. Furthermore, the claimed subject matter is not limited toimplementations that solve any or all disadvantages noted in any part ofthis disclosure.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 is a block diagram illustrating aspects of an illustrativeoperating environment for various concepts disclosed herein.

FIG. 2 is a flow diagram illustrating aspects of a method for predictingwhether a telecommunications event occurred in an indoor location or inan outdoor location, according to an illustrative embodiment.

FIG. 3 is a block diagram illustrating an example computer systemcapable of implementing aspects of the embodiments presented herein.

FIG. 4 is a block diagram illustrating an example mobile device capableof implementing aspects of the embodiments disclosed herein.

DETAILED DESCRIPTION

Concepts and technologies are disclosed herein that involve theclassification of indoor and outdoor telecommunications events thatoccur within mobile telecommunications networks. According to some ofthe concepts and technologies disclosed herein, a telecommunicationsevent classification system can receive event information associatedwith a plurality of telecommunication events that have occurred within amobile telecommunications network, and can utilize a classificationmodel to classify one or more of the plurality of telecommunicationsevents as having occurred in an indoor location and one or more of theplurality of telecommunications events as having occurred in an outdoorlocation. The results of the classification model can be presented in aspreadsheet or on map, for example. The results can be utilized bynetwork planners and/or other entities for the purpose of networkplanning or troubleshooting, among others.

While the subject matter described herein may be presented, at times, inthe general context of program modules that execute in conjunction withthe execution of an operating system and application programs on acomputer system, those skilled in the art will recognize that otherimplementations may be performed in combination with other types ofprogram modules. Generally, program modules include routines, programs,components, data structures, computer-executable instructions, and/orother types of structures that perform particular tasks or implementparticular abstract data types. Moreover, those skilled in the art willappreciate that the subject matter described herein may be practicedwith other computer system, including hand-held devices, mobile devices,wireless devices, multiprocessor systems, distributed computing systems,microprocessor-based or programmable consumer electronics,minicomputers, mainframe computers, routers, switches, other computingdevices described herein, and the like.

In the following detailed description, references are made to theaccompanying drawings that form a part hereof, and in which are shown byway of illustration specific embodiments or examples. Referring now tothe drawings, in which like numerals represent like elements throughoutthe several figures, example aspects of the classification of indoor andoutdoor telecommunications events that occur within mobiletelecommunications networks will be presented.

Referring now to FIG. 1, aspects of an illustrative operatingenvironment 100 for various concepts disclosed herein will be described.It should be understood that the operating environment 100 and thevarious components thereof have been greatly simplified for purposes ofdiscussion. Accordingly, additional or alternative components of theoperating environment 100 can be made available without departing fromthe embodiments described herein.

The operating environment 100 shown in FIG. 1 includes a mobiletelecommunications network 102. The illustrated mobiletelecommunications network 102 is configured to serve one or more indoormobile devices 104 (hereinafter referred to collectively or genericallyas “indoor mobile devices 104”) operating within one or more indoorlocations 106 (hereinafter referred to collectively or generically as“indoor locations 106”). The illustrated mobile telecommunicationsnetwork 102 is also configured to serve one or more outdoor mobiledevices 108 (hereinafter referred to collectively or generically as“outdoor mobile devices 108”) operating within one or more outdoorlocations 110 (hereinafter referred to collectively or generically as“outdoor locations 110”). It should be understood that the indoor mobiledevices 104 and the outdoor mobile devices 108 are described as being“indoor” and “outdoor,” respectively, merely for ease of explanation,and therefore should not be interpreted as limiting the environment(s)in which the indoor mobile devices 104 and the outdoor mobile devices108 are capable of operating. For example, the indoor mobile devices 104may, at times, communicate with the mobile telecommunications network102 from one of the outdoor locations 110 or in another location thatmay be classified as an indoor or outdoor environment. Similarly, theoutdoor mobile devices 108 may, at times, communicate with the mobiletelecommunications network 102 from one of the indoor locations 106 orin another location that may be classified as an indoor or outdoorenvironment.

The indoor locations 106 can include environments that are at leastpartially enclosed by one or more barriers to radio frequency signals. Abarrier to radio frequency signals may be man-made or natural. Someexamples of environments that are at least partially enclosed by aman-made barrier to radio frequency signals are buildings, single familyhomes, duplexes, triplexes, apartments, condominiums, stadiums,coliseums, theaters, or any combination thereof. Man-made barriers maybe temporary in nature, such as tents, port-a-potties, stages, and thelike. Some examples of natural barriers to radio frequency signalsinclude environments that are dense with vegetation, such as trees,bushes, grasses, flowers, and other plants. Other examples of the indoorlocations 106 include environments such as alleyways, subway tunnels,sewers, and the like. The indoor locations 106 can additionally oralternatively include the interiors of vehicles. The indoor locations106 can include environments that are not at least partially enclosed byone or more barriers to radio frequency signals.

The mobile telecommunications network 102 can include one or more radioaccess networks (“RANs”). The mobile telecommunications network 102 canalso include a wireless wide area network (“WWAN”), which may, in turn,include a circuit-switched core network (“CS CN”), a packet-switchedcore network (“PS CN”), and/or an IP multimedia subsystem (“IMS”) corenetwork. The WWAN can utilize one or more mobile telecommunicationstechnology standards to provide voice and/or data services via one ormore RANs to one or more WWAN components of the indoor mobile devices104 and the outdoor mobile devices 108. The mobile telecommunicationstechnology standards may include, but are not limited to, Global Systemfor Mobile communications (“GSM”), Code Division Multiple Access(“CDMA”) ONE, CDMA2000, Universal Mobile Telecommunications System(“UMTS”), Long-Term Evolution (“LTE”), Worldwide Interoperability forMicrowave Access (“WiMAX”), and/or the like.

A RAN can utilize various channel access methods (which may or may notbe used by the aforementioned standards) including, but not limited to,Time Division Multiple Access (“TDMA”), Frequency Division MultipleAccess (“FDMA”), CDMA, wideband CDMA (“W-CDMA”), Orthogonal FrequencyDivision Multiplexing (“OFDM”), Space Division Multiple Access (“SDMA”),and/or the like to provide a radio/air interface to the indoor mobiledevices 104 and the outdoor mobile devices 108. A RAN may be a GSM RAN(“GRAN”), a GSM EDGE RAN (“GERAN”), a UMTS Terrestrial Radio AccessNetwork (“UTRAN”), an E-UTRAN, any combination thereof, and/or the like.The indoor mobile devices 104 and the outdoor mobile devices 108 cancommunicate with one or more RANs that utilize the same or differentradio access technologies. As such, in some embodiments, the indoormobile devices 104 and/or the outdoor mobile devices 108 are multi-modecommunications devices.

Data communications can be provided by the mobile telecommunicationsnetwork 102 using General Packet Radio Service (“GPRS”), Enhanced Datarates for Global Evolution (“EDGE”), the High-Speed Packet Access(“HSPA”) protocol family including High-Speed Downlink Packet Access(“HSDPA”), Enhanced Uplink (“EUL”) or otherwise termed High-Speed UplinkPacket Access (“HSUPA”), Evolved HSPA (“HSPA+”), LTE, and/or variousother current and future wireless data access standards. The mobiletelecommunications network 102 may be configured to provide voice and/ordata communications with any combination of the above technologies. Themobile telecommunications network 102 may be configured to or adapted toprovide voice and/or data communications in accordance with futuregeneration technologies.

Each of the indoor mobile devices 104 and the outdoor mobile devices 108may be a cellular telephone, a smartphone, a mobile computer, a tabletcomputer, or other computing device that is configured to communicatewith the mobile telecommunications network 102 via a radio/airinterface. As such, each of the indoor mobile devices 104 and theoutdoor mobile devices 108 can include one or more radio accesscomponents configured to connect to the mobile telecommunicationsnetwork 102. The indoor mobile devices 104 and the outdoor mobiledevices 108 may initiate, receive, and/or maintain voice calls with oneor more other voice-enabled telecommunications devices such as othermobile devices or landline devices (not shown). The indoor mobiledevices 104 and the outdoor mobile devices 108 may also exchange ShortMessage Service (“SMS”) messages, Multimedia Message Service (“MMS”)messages, email, and/or other messages with other devices (not shown).The indoor mobile devices 104 and the outdoor mobile devices 108 mayalso establish data sessions with the mobile telecommunications network102 to access the Internet (not shown) or another data network (also notshown) for content such as Websites, streaming media, online videogames, downloadable content, and the like.

Voice calls, messaging service messages, and data sessions arecollectively referred to herein as “telecommunications events.” In theillustrated example, the mobile telecommunications network 102 isconfigured to facilitate one or more indoor telecommunications events112 (hereinafter referred to collectively or generically as “indoorevents 112”) originating from or terminating at the indoor mobiledevices 104. Also in the illustrated example, the mobiletelecommunications network 102 is configured to facilitate one or moreoutdoor telecommunications events 114 (hereinafter referred tocollectively or generically as “outdoor events 114”) originating from orterminating at the outdoor mobile devices 108.

The indoor events 112 and the outdoor events 114 can be associated withinformation such as radio signal measurement data, geo-location data,and other event-related data. The radio signal measurement data can berepresentative of the radio conditions experienced by the indoor mobiledevices 104 and the outdoor mobile devices 108 during the indoor events112 and the outdoor events 114, respectively. In some embodiments, theradio signal measurement data can include, but is not limited to,received signal strength indicator (“RSSI”), received signal code power(“RSCP”), energy per user equipment (“E_(C)”), total noise power density(“N₀”), equivalent measurements, similar measurements, or anycombination thereof.

RSSI is a generic radio receiver technology metric. RSSI provides ameasurement of the power present in a received radio signal. Generally,the power is measured in dBm (milliwatt on a logarithmic scale) unit,and the value ranges from −105 dBm to −15 dBm. The value of RSSI dependsupon the terrain, clutters, customer density, and neighbor cell towersof an area served by the mobile telecommunications network 102.

RSCP is the power measured by a receiver on a specific physicalcommunication channel according to UMTS. Other similar measurements forreceived power may be utilized, such as reference signal received power(“RSRP”) for embodiments in which the mobile telecommunications network102 operates in accordance with LTE standards. Generally, RSCP ismeasured by a user equipment, such as one of the indoor mobile devices104 or one of the outdoor mobile devices 108, and reported to a celltower, such as a NodeB, eNodeB, or the like operating within the mobiletelecommunications network 102. Like RSSI, the measurement unit for RSCPand RSRP is dBm, and the value ranges from −105 dBm to −15 dBm. RSCP andRSRP are used as indications of signal strength in decision makingprocessors, such as handover.

E_(C)/N₀ (“E_(C)N₀”) or RSCP/RSSI can provide insight into the signalquality of the signal received per user equipment. The higher the valueof E_(C)N₀, the more distinguished a signal is from overall noise.E_(C)N₀ can be expressed in dB. The range of E_(C)N₀ is generally from−25 dB to −9 dB.

In the logarithmic scale, RSSI is equal to RSCP−E_(C)N₀. The transitionof the aforementioned measurements throughout a telecommunications eventcan be measured by the indoor mobile devices 104 and the outdoor mobiledevices 108, and more particularly, one or more applications beingexecuted by one or more processors thereof. In some implementations,RSSI, RSCP, and E_(C)N₀ are measured at three timestamps: ACCESS_RSSI,START_RSSI, and END_RSSI. ACCESS_RSSI is the RSSI measured before theinitiation of system access procedures. START_RSSI is the RSSI measuredimmediately after the establishment of the radio link. END_RSSI is theRSSI measured immediately prior to release of the radio link. Similarly,ACCESS_RSCP, ACCESS_E_(C)N₀, START_RSCP, START_E_(C)N₀, END_RSCP, andEND_E_(C)N₀ can be measured.

The indoor events 112 and the outdoor events 114 can also be associatedwith features. As used herein, a “feature” can include a part of atelecommunications event that distinguishes, at least in part, thetelecommunications event from another telecommunications event. It iscontemplated that some telecommunications events may have similar or thesame features.

Features are described herein as being to one of two featuretypes—primary features or secondary features. Primary features arefeatures that can be acquired directly by a mobile device, such as oneof the indoor mobile devices 104 or one of the outdoor mobile devices108. Secondary features are features that can be derived from one ormore primary features. In some embodiments, a mobile device acquires orcalculates one or more features through one or more applications beingexecuted on the mobile device by one or more processors of the mobiledevice.

Primary features can include, but are not limited to, a start location,an end location, a start cell location, an end cell location, and anevent duration. Secondary features can include, but are not limited to,a handover, a moved distance, a speed, a start location to start celllocation distance, an end location to end cell location distance, anaverage of these distances, and a moving status. The aforementionedprimary and secondary features are now described in greater detail.

The start location can include latitude and longitude of a mobile devicewhen a telecommunication event is started. In some implementations, thestart location is represented as Start_Lat, Start_Long, whereinStart_Lat represents the latitude at which an associated mobile deviceis located when a telecommunication event is started, and whereinStart_Long represents the longitude at which the mobile device islocated when the telecommunications event is started.

The end location can include latitude and longitude of a mobile devicewhen a telecommunication event is ended. In some implementations, theend location is represented as End_Lat, End_Long, wherein End_Latrepresents the latitude at which an associated mobile device is locatedwhen a telecommunication event is ended, and wherein End_Long representsthe longitude at which the mobile device is located when thetelecommunications event is ended.

The start cell location can include a global identifier (“ID”) of thecell tower (i.e., base transceiver station, nodeB, eNodeB, or the like)that serves a mobile device when a telecommunications event is started.In some implementations, the start cell location is represented asStart_CID, wherein CID is the cell ID of the cell tower serving themobile device when the telecommunications event is started.

The end cell location can include a global ID of the cell tower (i.e.,base transceiver station, nodeB, eNodeB, or the like) that serves amobile device when a telecommunications event is ended. In someimplementations, the end cell location is represented as End_CID,wherein CID is the cell ID of the cell tower serving the mobile devicewhen the telecommunications event is ended.

The event duration can include a total duration of thetelecommunications event. For example, if the telecommunications eventis a voice call, the event duration can include a total duration of thevoice call including ringing time and talk time. Alternatively, forexample, if the telecommunications event is a data session, the eventduration can include the total duration of the data session.Telecommunications events that include messaging service messages may ormay not have an event duration feature associated therewith. In somevoice call implementations, the event duration is represented asCall_Duration.

The handover can include a value, wherein a “0” represents a conditionunder which the start cell location equals the end cell location, andwherein a “1” represents cases otherwise. In some implementations, thehandover is represented as Handover.

The moved distance can include the distance between the start locationand the end location. In some implementations, the moved distance isrepresented as the distance between (Start_Lat, Start_Long) and(End_Lat, End_Long), or Moved_Distance=|(Start_Lat,Start_Long)−(End_Lat, End_Long|.

The speed can include a speed at which a mobile device is moving. Thespeed can be the moved distance divided by the call duration. In someimplementations, the speed is represented asSpeed=Moved_Distance÷Call_Duration.

The start location to the start cell location distance can berepresented as the U2S_Distance. In some implementations,U2S_Distance=|(Start_Lat, Start_Long)−Start_CID|.

The end location to end cell location distance can be represented as theU2E_Distance. In some implementations, U2E_Distance=|(End_Lat,End_Long)−End_CID|.

The average of the U2S_Distance and the U2E_Distance can be representedas the U2C_Distance. In some implementations, this average is theaverage of the U2S_Distance and the U2E_Distance, orU2C_Distance=(U2S_Distance+U2E_Distance)÷2.

The moving status can include “stationary” if the speed (Speed) is equalto “0”. The moving status can include “on foot” if the speed (Speed) isgreater than “0” and less than or equal to 10 miles per hour or someother value representative of a maximum “on foot” speed. The movingstatus can include “in vehicle” if the speed (Speed) is greater than 10miles per hour or some other value.

In addition to radio signal measurements and features, the indoor events112 and the outdoor events 114 can be associated with one or more flags.As used herein, a “flag” can indicate a problem, including, but notlimited to, a problem with coverage provided by the mobiletelecommunications network 102, a problem with a certain element of themobile telecommunications network 102 such as a base station, a powersource failure problem, an issue with a mobile device such as one of theindoor mobile devices 104 or one of the outdoor mobile devices 108, atelecommunications event establishment problem, or a telecommunicationsevent failure. As also used herein, a “flag” can indicate a success,including, but not limited to, a successful establishment of atelecommunications event or a successful ending of a telecommunicationsevent. Some illustrative flags include, but are not limited to,Establish_Failed, Dropped, Connected, and Ended_Normal.

Establish_Failed can be represented by a “true” value or a “false” valuein which a “true” value indicates the failure of a telecommunicationsevent to establish correctly. For example, a voice call terminating atone of the indoor mobile devices 104 may not establish due to poorcoverage within one of the indoor locations 106. Accordingly, the indoorevent associated with this telecommunications event can include anEstablish_Failed flag with a value of “true.”

Dropped can be represented by a “true” value or a “false” value in whicha “true” value indicates the drop or other failure of atelecommunications event after the telecommunications event has beensuccessfully established. For example, a voice call may drop duringhandover between two cell towers. Accordingly, the voice call may beassociated with a Dropped flag value of “true” to indicate a call dropoccurred.

Connected can be represented by a “true” value or a “false” value inwhich a “true” value indicates the successful connection of atelecommunications event. For example, a voice call that connectedsuccessfully can be flagged with a Connected flag value of “true” toindicate successful connection.

Ended_Normal can be represented by a “true” value or a “false” value inwhich a “true” value indicates the successful ending of atelecommunications event. For example, a voice call that ends normallycan be flagged with an Ended_Normal flag value of “true” to indicate asuccessful ending of the voice call.

It should be understood that Dropped and Ended_Normal are not justinverse of each other. If Dropped is equal to “true”, Ended_Normal is“false.” However, Ended_Normal can also be “false” for other reasonssuch as, but not limited to, coverage problem, power source failureproblem, device issues, and the like. Similarly, Establish_Failed andConnected are not inverses of each other.

At least a portion of the available radio signal measurement data, thefeature(s), and/or the flags for a given telecommunications event can bestored as part of an event record in an event record database 116. Theevent record database 116 can store event data records associated withthe indoor events 112 and the outdoor events 114. In some embodiments,an event data record is or includes a charging data record. A chargingdata record can include information such as, but not limited to, callingparty number, called party number, date and time of call initiation,date and time of call termination, duration of event, number charged forevent, identifier of the network component that generated the record,identifier of the record, result of the event (e.g., answered, busy,dropped, and the like), event type (e.g., voice call, messaging, data),any faults that occurred during the event, radio signal measurements,features, flags, or any combination thereof.

The event record database 116 can provide event information 118,including radio signal measurement data, features, and flags, associatedwith the indoor events 112 and the outdoor events 114 to atelecommunications event classification system 120 (“TECS” in thedrawings). The telecommunications event classification system 120receives the event information 118 without knowledge of the origin ofthe events 116 in terms of the location(s) of the indoor mobile devices104 and the outdoor mobile devices 108 during the indoor events 112 andthe outdoor events 114, respectively. Accordingly, from the perspectiveof the telecommunications event classification system 120, the eventinformation 118 associated with the indoor events 112 and the outdoorevents 114 is received as input including information regardingtelecommunications events, without the distinction of these eventshaving occurred indoors or outdoors from the perspective of a humanobserver.

The indoor locations 106 are intended to illustrate real-world locationsthat are partially enclosed by one or more barriers to radio frequencysignals. The outdoor locations 110 are intended to illustrate real-worldlocations that are not enclosed by one or more barriers to radiofrequency signals. An opinion of a human observer that a particularlocation is observable and understandable to be “indoor” or “outdoor” isirrelevant to the characteristics of the radio environment that areshaped by the presence, or lack thereof, of one or more barriers toradio frequency signals. In other words, one of the indoor locations110, for example, could be a location that is observable andunderstandable by a human observer to be outdoors in a forest, but theone or more barriers to radio frequency signals caused by vegetationwithin the forest are indicative of an indoor location in terms of theradio environment shaped at least in part by the vegetation.

The telecommunications event classification system 120 utilizes aclassification model 122 to determine whether the telecommunicationsevents associated with the event information 118 occurred indoors oroutdoors, such as in one or more of the indoor locations 106 and/or oneor more of the outdoor locations 110. The telecommunications eventclassification system 120 can output indoor results 124 that arerepresentative of a subset of the telecommunications events associatedwith the event information 118 that are determined by the classificationmodel 120 to have occurred in the indoor locations 106. Thetelecommunications event classification system 120 can also outputoutdoor results 126 that are representative of a subset of thetelecommunications events associated with the event information 118 thatare determined by the classification model 120 to have occurred in theoutdoor locations 110.

For example, information such as the geographic location of a mobiledevice during a voice call, the radio signal measurements associatedwith the voice call, one or more features of the voice call, and/or oneor more flags of the voice call can be provided to thetelecommunications event classification system 120 without an indicationthat the voice call positively occurred in an indoor location, such asone of the indoor locations 106, or an outdoor location, such as one ofthe outdoor locations 110. The telecommunications event classificationsystem 120 can provide this information to the classification model 122as input to predict if the voice call occurred in an indoor location oran outdoor location. The indoor results 124 or the outdoor results 126can reflect the classification (i.e., prediction) of the voice call ashaving occurred in an indoor location or an outdoor location,respectively.

The telecommunications event classification system 120 can present theindoor results 124 and/or the outdoor results 126 on one or moredisplays that are in wired or wireless communication with thetelecommunications event classification system 120. A display can be anoutput device configured to present information in a visual form. Insome embodiments, a display is a liquid crystal display (“LCD”)utilizing any active or passive matrix technology and any backlightingtechnology (if used). In some embodiments, a display is an organic lightemitting diode (“OLED”) display. Other display types, such as plasma,cathode ray tube (“CRT”), and future display technologies, are alsocontemplated. In some embodiments, a display includes a touchscreenconfigured to detect the presence and location of a touch, and therebyprovide an input mechanism through the display. The telecommunicationsevent classification system 120 can also support other input mechanismssuch as keyboards and mice.

The telecommunications event classification system 120 can present theindoor results 124 and/or the outdoor results 126 to a remote computingsystem (not shown). In some embodiments, the remote computing system isaccessible via the Internet and/or other data network to remotely viewand interact with the indoor results 124 and/or the outdoor results 126.

In some embodiments, the indoor results 124 and/or the outdoor results126 are presented in a spreadsheet, wherein telecommunications eventsare identified as being either indoor or outdoor telecommunicationsevents. The spreadsheet can additionally include at least a portion ofthe event information 118 that is associated with one or more of theindoor results 124 and/or one or more of the outdoor results 126.

In some embodiments, the indoor results 124 and/or the outdoor results126 are presented in a map, wherein the indoor results 124 arerepresented on the map in one manner and the outdoor results 126 arerepresented on the map in another manner. The manner in which the indoorresults 124 and the outdoor results 126 are represented on the map cantake any number of visual forms, including, but not limited to, shapes,icons, pictures, graphics, call-outs, pop-ups, or combinations thereof.These visual forms can be in any color, shape, size, and orientation.Moreover, these visual forms can be in two-dimensions orthree-dimensions.

Map data can be obtained from a geographic information system (“GIS”)map database 128. The GIS map database 128 is configured to store maps,such as ortho-photo maps and latitude/longitude coordinates mapped tostreet addresses or other locations. It should be understood that mapdata can be obtained from other sources.

The classification model 120 can be generated by the telecommunicationsevent classification system 120 or another computer system using one ormore data sets. The classification model 120, in some embodiments, isbased upon logistic regression. In some other embodiments, theclassification model 120 is based upon a neural network. Moreover, insome embodiments, the classification model 120 is optimized by usingtechniques, such as, but not limited to, Newton Raphson Ridging, QuasiNewton, and Conjugate Gradient.

The event information 118 can be provided to the classification model122 by the telecommunications event classification system 120 in a setof measures (radio signal measurements, features, flags) represented asX={x₁, x₂ . . . x_(n)}. Each event record, c, can be expressed as {x₁^(c),x₂ ^(c),x_(n) ^(c)}, where x_(i) ^(c) denotes c's value on thei^(th) member of X. The determination regarding whether c is from anindoor location or an outdoor location can be based upon x_(i) ^(c),where 1≦i≦n. The classification model 122 therefore provides a solutionto this binary classification problem.

Turning now to FIG. 2, a flow diagram illustrating aspects of a method200 for predicting whether a telecommunications event occurred in anindoor location or in an outdoor location will be described, accordingto an illustrative embodiment. It should be understood that theoperations of the illustrative methods disclosed herein are notnecessarily presented in any particular order and that performance ofsome or all of the operations in an alternative order(s) is possible andis contemplated. The operations have been presented in the demonstratedorder for ease of description and illustration. Operations may becombined, separated, added, omitted, modified, and/or performedsimultaneously or in another order without departing from the scope ofthe subject disclosure.

It also should be understood that the illustrated methods can be endedat any time and need not be performed in their entirety. Some or alloperations of the methods, and/or substantially equivalent operations,can be performed by execution of computer-executable instructionsincluded on a computer-readable storage media, as defined below. Theterm “computer-executable instructions,” and variants thereof, as usedin the description and claims, is used expansively herein to includeroutines, application programs, software, application modules, programmodules, components, data structures, algorithms, and the like.Computer-executable instructions can be implemented on various systemconfigurations, including single-processor or multiprocessor systems,distributed computing systems, minicomputers, mainframe computers,personal computers, hand-held computing devices, microprocessor-based,programmable consumer electronics, combinations thereof, and the like.As used herein, “cause a processor to perform operations” includescausing a processor of a computing system or computing device, such oneor more of the indoor mobile devices 104, one or more of the outdoormobile devices 108, or the telecommunications event classificationsystem 120, to perform one or more operations of the operations and/orcausing the processor to direct other components of the computing systemor computing device to perform one or more of the operations.

Thus, it should be appreciated that the logical operations describedherein may be implemented (1) as a sequence of computer implemented actsor program modules running on a computing system and/or (2) asinterconnected machine logic circuits or circuit modules within thecomputing system. The implementation is a matter of choice dependent onthe performance and other requirements of the computing system.Accordingly, the logical operations described herein are referred tovariously as states, operations, structural devices, acts, or modules.These operations, structural devices, acts, and modules may beimplemented in software, in firmware, in special purpose digital logic,and any combination thereof.

The method 200 begins and proceeds to operation 202, wherein thetelecommunications event classification system 120 receives geo-locationdata for a plurality of telecommunications events, such as the indoorevents 112 and the outdoor events 114. From operation 202, the method200 proceeds to operation 204, wherein the telecommunications eventclassification system 120 receives radio signal measurement data for thetelecommunications events. From operation 204, the method 200 proceedsto operation 206, wherein the telecommunications event classificationsystem 120 receives telecommunications event features for thetelecommunications events. In some embodiments, the telecommunicationevent features include primary features and at least one secondaryfeature derived from the primary features. From operation 206, themethod 200 proceeds to operation 208, wherein the telecommunicationsevent classification system 120 receives flag values for thetelecommunications events.

In some embodiments, at least a portion of the geo-location data, theradio signal measurement data, the telecommunications event features,and the flag values is received in one or more event records from theevent record database 116. Alternatively, at least a portion of thegeo-location data, the radio signal measurement data, thetelecommunications event features, and the flag values is received fromone or more network elements, such as cell towers, mobile locationcenters, location registers, radio network controllers, switches, orsome combination thereof, that operate within the mobiletelecommunications network 102. In some embodiments, at least a portionof the geo-location data, the radio signal measurement data, thetelecommunications event features, and the flag values is generated byone or more applications being executed by one or more processors of theindoor mobile devices 104 and the outdoor mobile devices 108.

From operation 208, the method 200 proceeds to operation 210, whereinthe telecommunications event classification system 120 provides theinformation received at operations 202-208 as input to theclassification model 122. From operation 210, the method 200 proceeds tooperation 212, wherein the classification model 122 classifies at leasta portion of the telecommunications events as either an indoor event oran outdoor event. From operation 212, the method 200 proceeds tooperation 214, wherein the telecommunications event classificationsystem 120 receives, as output from the classification model 122, theindoor results 124 and the outdoor results 126. From operation 214, themethod proceeds to operation 216, wherein the TECs 118 presents theindoor results 124 and the outdoor results 126 in a spreadsheet or on amap, for example. The results can be utilized for the purposes ofnetwork planning or troubleshooting, among others. From operation 216,the method 200 proceeds to operation 218, wherein the method 200 mayend.

FIG. 3 is a block diagram illustrating a computer system 300 configuredto perform various operations disclosed herein. The computer system 300includes a processing unit 302, a memory 304, one or more user interfacedevices 306, one or more input/output (“I/O”) devices 308, and one ormore network devices 310, each of which is operatively connected to asystem bus 312. The system bus 312 enables bi-directional communicationbetween the processing unit 302, the memory 304, the user interfacedevices 306, the I/O devices 308, and the network devices 310. In someembodiments, the telecommunications event classification system 120 isconfigured like the computer system 300. It should be understood,however, that the telecommunications event classification system 120 mayinclude additional functionality or include less functionality than nowdescribed.

The processing unit 302 may be a standard central processor thatperforms arithmetic and logical operations, a more specific purposeprogrammable logic controller (“PLC”), a programmable gate array, orother type of processor known to those skilled in the art and suitablefor controlling the operation of the computer system 300. Processingunits are generally known, and therefore are not described in furtherdetail herein.

The memory 304 communicates with the processing unit 302 via the systembus 312. In some embodiments, the memory 304 is operatively connected toa memory controller (not shown) that enables communication with theprocessing unit 302 via the system bus 312. The illustrated memory 304includes an operating system 314 and a telecommunications event analysisapplications 316. The memory 304 can include additional applications forexecution at least in part by the processing unit 302.

The operating system 314 can include, but is not limited to, members ofthe WINDOWS, WINDOWS CE, WINDOWS MOBILE, and/or WINDOWS PHONE familiesof operating systems from MICROSOFT CORPORATION, the LINUX family ofoperating systems, the SYMBIAN family of operating systems from SYMBIANLIMITED, the BREW family of operating systems from QUALCOMM CORPORATION,the MAC OS and/or iOS families of operating systems from APPLE INC., theFREEBSD family of operating systems, the SOLARIS family of operatingsystems from ORACLE CORPORATION, other operating systems such asproprietary operating systems, and the like. The telecommunicationsevent analysis applications 316 can execute on top of the operatingsystem 314 to provide functionality such as described herein above withreference to the method 200 illustrated in FIG. 2.

The user interface devices 306 may include one or more devices that auser utilizes to access the computer system 300. The user interfacedevices 306 may include, but are not limited to, computers, servers,personal digital assistants, telephones (e.g., cellular, IP, orlandline), or any suitable computing devices. The I/O devices 308 enablea user to interface with the program modules. In one embodiment, the I/Odevices 308 are operatively connected to an I/O controller (not shown)that enables communication with the processing unit 302 via the systembus 312. The I/O devices 308 may include one or more input devices, suchas, but not limited to, a keyboard, a mouse, or an electronic stylus.Further, the I/O devices 308 may include one or more output devices,such as, but not limited to, a display screen or a printer.

The network devices 310 enable the computer system 300 to communicatewith other networks or remote systems via a network 318, such as themobile telecommunications network 102, illustrated and described withreference to FIG. 1, and/or other network(s). Examples of the networkdevices 310 include, but are not limited to, a modem, a radio frequency(“RF”) or infrared (“IR”) transceiver, a telephonic interface, a bridge,a router, or a network card. The network 318 may include other networksincluding a wireless network such as, but not limited to, a WLAN such asa WI-FI network, a WWAN, a wireless PAN (“WPAN”) such as BLUETOOTH, or awireless MAN (“WMAN”). Alternatively, the network 318 may include awired network such as, but not limited to, a WAN such as the Internet, aLAN such as the Ethernet, a wired PAN, or a wired MAN.

Turning now to FIG. 4, an illustrative mobile device 400 and componentsthereof will be described. In some embodiments, the indoor mobiledevices 104 and the outdoor mobile devices 108 described above withreference to FIG. 1 can be configured as and/or can have an architecturesimilar or identical to the mobile device 400 described herein in FIG.4. It should be understood, however, that the mobile device 102 may ormay not include the functionality described herein with reference toFIG. 4. While connections are not shown between the various componentsillustrated in FIG. 4, it should be understood that some, none, or allof the components illustrated in FIG. 4 can be configured to interactwith one another to carry out various device functions. In someembodiments, the components are arranged so as to communicate via one ormore busses (not shown). Thus, it should be understood that FIG. 4 andthe following description are intended to provide a generalunderstanding of a suitable environment in which various aspects ofembodiments can be implemented, and should not be construed as beinglimiting in any way.

As illustrated in FIG. 4, the mobile device 400 can include a display402 for displaying data. According to various embodiments, the display402 can be configured to display network connection information, variousgraphical user interface (“GUI”) elements, text, images, video, virtualkeypads and/or keyboards, messaging data, notification messages,metadata, Internet content, device status, time, date, calendar data,device preferences, map and location data, combinations thereof, and/orthe like. The mobile device 400 also can include a processor 404 and amemory or other data storage device (“memory”) 406. The processor 404can be configured to process data and/or can execute computer-executableinstructions stored in the memory 406. The computer-executableinstructions executed by the processor 404 can include, for example, anoperating system 408 and one or more applications 410, which may includeone or more applications configured to collect at least a portion of thegeo-location data, the radio signal measurement data, thetelecommunications event features, and the flag values. In someembodiments, the applications 410 also can include a UI application (notillustrated in FIG. 4).

The UI application can interface with the operating system 408 tofacilitate user interaction with functionality and/or data stored at themobile device 400 and/or stored elsewhere. In some embodiments, theoperating system 408 can include a member of the SYMBIAN OS family ofoperating systems from SYMBIAN LIMITED, a member of the WINDOWS MOBILEOS and/or WINDOWS PHONE OS families of operating systems from MICROSOFTCORPORATION, a member of the PALM WEBOS family of operating systems fromHEWLETT PACKARD CORPORATION, a member of the BLACKBERRY OS family ofoperating systems from RESEARCH IN MOTION LIMITED, a member of the IOSfamily of operating systems from APPLE INC., a member of the ANDROID OSfamily of operating systems from GOOGLE INC., and/or other operatingsystems. These operating systems are merely illustrative of somecontemplated operating systems that may be used in accordance withvarious embodiments of the concepts and technologies described hereinand therefore should not be construed as being limiting in any way.

The UI application can be executed by the processor 404 to aid a user inanswering/initiating calls, data communications, entering/deleting data,entering and setting user IDs and passwords for device access,configuring settings, manipulating address book content and/or settings,multimode interaction, interacting with other applications 410, andotherwise facilitating user interaction with the operating system 408,the applications 410, and/or other types or instances of data 412 thatcan be stored at the mobile device 400. The data 412 can include, forexample, at least a portion of the geo-location data, the radio signalmeasurement data, the telecommunications event features, and the flagvalues collected by the applications 410. According to variousembodiments, the applications 410 can include, for example, presenceapplications, visual voice mail applications, messaging applications,text-to-speech and speech-to-text applications, add-ons, plug-ins, emailapplications, music applications, video applications, cameraapplications, location-based service applications, power conservationapplications, game applications, productivity applications,entertainment applications, enterprise applications, combinationsthereof, and the like. The applications 410, the data 412, and/orportions thereof can be stored in the memory 406 and/or in a firmware414, and can be executed by the processor 404. The firmware 414 also canstore code for execution during device power up and power downoperations. It can be appreciated that the firmware 414 can be stored ina volatile or non-volatile data storage device including, but notlimited to, the memory 406 and/or a portion thereof.

The mobile device 400 also can include an input/output (“I/O”) interface416. The I/O interface 416 can be configured to support the input/outputof data such as location information, presence status information, userIDs, passwords, and application initiation (start-up) requests. In someembodiments, the I/O interface 416 can include a hardwire connectionsuch as a universal serial bus (“USB”) port, a mini-USB port, amicro-USB port, an audio jack, a PS2 port, an IEEE 1394 (“FIREWIRE”)port, a serial port, a parallel port, an Ethernet (RJ411) port, an RJ11port, a proprietary port, combinations thereof, or the like. In someembodiments, the mobile device 400 can be configured to synchronize withanother device to transfer content to and/or from the mobile device 400.In some embodiments, the mobile device 400 can be configured to receiveupdates to one or more of the applications 410 via the I/O interface416, though this is not necessarily the case. In some embodiments, theI/O interface 416 accepts I/O devices such as keyboards, keypads, mice,interface tethers, printers, plotters, external storage,touch/multi-touch screens, touch pads, trackballs, joysticks,microphones, remote control devices, displays, projectors, medicalequipment (e.g., stethoscopes, heart monitors, and other health metricmonitors), modems, routers, external power sources, docking stations,combinations thereof, and the like. It should be appreciated that theI/O interface 416 may be used for communications between the mobiledevice 400 and a network device or local device.

The mobile device 400 also can include a communications component 418.The communications component 418 can be configured to interface with theprocessor 404 to facilitate wired and/or wireless communications withone or more networks such as the RANs 104 described herein. In someembodiments, other networks include networks that utilize non-cellularwireless technologies such as WI-FI or WIMAX. In some embodiments, thecommunications component 418 includes a multimode communicationssubsystem for facilitating communications via the cellular network andone or more other networks.

The communications component 418, in some embodiments, includes one ormore transceivers. The one or more transceivers, if included, can beconfigured to communicate over the same and/or different wirelesstechnology standards with respect to one another. For example, in someembodiments one or more of the transceivers of the communicationscomponent 418 may be configured to communicate using GSM, CDMAONE,CDMA2000, LTE, and various other 2G, 2.5G, 3G, 4G, and greatergeneration technology standards. Moreover, the communications component418 may facilitate communications over various channel access methods(which may or may not be used by the aforementioned standards)including, but not limited to, TDMA, FDMA, W-CDMA, OFDM, SDMA, and thelike.

In addition, the communications component 418 may facilitate datacommunications using GPRS, EDGE, the HSPA protocol family includingHSDPA, EUL or otherwise termed HSUPA, HSPA+, and various other currentand future wireless data access standards. In the illustratedembodiment, the communications component 418 can include a firsttransceiver (“TxRx”) 420A that can operate in a first communicationsmode (e.g., GSM). The communications component 418 also can include anN^(th) transceiver (“TxRx”) 420N that can operate in a secondcommunications mode relative to the first transceiver 420A (e.g., UMTS).While two transceivers 420A-N (hereinafter collectively and/orgenerically referred to as “transceivers 420”) are shown in FIG. 4, itshould be appreciated that less than two, two, and/or more than twotransceivers 420 can be included in the communications component 418.

The communications component 418 also can include an alternativetransceiver (“Alt TxRx”) 422 for supporting other types and/or standardsof communications. According to various contemplated embodiments, thealternative transceiver 422 can communicate using various communicationstechnologies such as, for example, WI-FI, WIMAX, BLUETOOTH, infrared,infrared data association (“IRDA”), near field communications (“NFC”),other RF technologies, combinations thereof, and the like. In someembodiments, the communications component 418 also can facilitatereception from terrestrial radio networks, digital satellite radionetworks, internet-based radio service networks, combinations thereof,and the like. The communications component 418 can process data from anetwork such as the Internet, an intranet, a broadband network, a WI-FIhotspot, an Internet service provider (“ISP”), a digital subscriber line(“DSL”) provider, a broadband provider, combinations thereof, or thelike.

The mobile device 400 also can include one or more sensors 424. Thesensors 424 can include temperature sensors, light sensors, air qualitysensors, movement sensors, accelerometers, magnetometers, gyroscopes,infrared sensors, orientation sensors, noise sensors, microphonesproximity sensors, combinations thereof, and/or the like. Additionally,audio capabilities for the mobile device 400 may be provided by an audioI/O component 426. The audio I/O component 426 of the mobile device 400can include one or more speakers for the output of audio signals, one ormore microphones for the collection and/or input of audio signals,and/or other audio input and/or output devices.

The illustrated mobile device 400 also can include a subscriber identitymodule (“SIM”) system 428. The SIM system 428 can include a universalSIM (“USIM”), a universal integrated circuit card (“UICC”) and/or otheridentity devices. The SIM system 428 can include and/or can be connectedto or inserted into an interface such as a slot interface 430. In someembodiments, the slot interface 430 can be configured to acceptinsertion of other identity cards or modules for accessing various typesof networks. Additionally, or alternatively, the slot interface 430 canbe configured to accept multiple subscriber identity cards. Becauseother devices and/or modules for identifying users and/or the mobiledevice 400 are contemplated, it should be understood that theseembodiments are illustrative, and should not be construed as beinglimiting in any way.

The mobile device 400 also can include an image capture and processingsystem 432 (“image system”). The image system 432 can be configured tocapture or otherwise obtain photos, videos, and/or other visualinformation. As such, the image system 432 can include cameras, lenses,charge-coupled devices (“CCDs”), combinations thereof, or the like. Themobile device 400 may also include a video system 434. The video system434 can be configured to capture, process, record, modify, and/or storevideo content. Photos and videos obtained using the image system 432 andthe video system 434, respectively, may be added as message content toan MMS message, email message, and sent to another mobile device. Thevideo and/or photo content also can be shared with other devices viavarious types of data transfers via wired and/or wireless communicationdevices as described herein.

The mobile device 400 also can include one or more location components436. The location components 436 can be configured to send and/orreceive signals to determine a geographic location of the mobile device400. According to various embodiments, the location components 436 cansend and/or receive signals from global positioning system (“GPS”)devices, assisted-GPS (“A-GPS”) devices, WI-FI/WIMAX and/or cellularnetwork triangulation data, combinations thereof, and the like. Thelocation component 436 also can be configured to communicate with thecommunications component 418 to retrieve triangulation data fordetermining a location of the mobile device 400. In some embodiments,the location component 436 can interface with cellular network nodes,telephone lines, satellites, location transmitters and/or beacons,wireless network transmitters and receivers, combinations thereof, andthe like. In some embodiments, the location component 436 can includeand/or can communicate with one or more of the sensors 424 such as acompass, an accelerometer, and/or a gyroscope to determine theorientation of the mobile device 400. Using the location component 436,the mobile device 400 can generate and/or receive data to identify itsgeographic location, or to transmit data used by other devices todetermine the location of the mobile device 400. The location component436 may include multiple components for determining the location and/ororientation of the mobile device 400.

The illustrated mobile device 400 also can include a power source 438.The power source 438 can include one or more batteries, power supplies,power cells, and/or other power subsystems including alternating current(“AC”) and/or direct current (“DC”) power devices. The power source 438also can interface with an external power system or charging equipmentvia a power I/O component 440. Because the mobile device 400 can includeadditional and/or alternative components, the above embodiment should beunderstood as being illustrative of one possible operating environmentfor various embodiments of the concepts and technologies describedherein. The described embodiment of the mobile device 400 isillustrative, and should not be construed as being limiting in any way.

As used herein, communication media includes computer-executableinstructions, data structures, program modules, or other data in amodulated data signal such as a carrier wave or other transportmechanism and includes any delivery media. The term “modulated datasignal” means a signal that has one or more of its characteristicschanged or set in a manner as to encode information in the signal. Byway of example, and not limitation, communication media includes wiredmedia such as a wired network or direct-wired connection, and wirelessmedia such as acoustic, RF, infrared, and other wireless media.Combinations of the any of the above should also be included within thescope of computer-readable media.

By way of example, and not limitation, computer storage media mayinclude volatile and non-volatile, removable and non-removable mediaimplemented in any method or technology for storage of information suchas computer-executable instructions, data structures, program modules,or other data. For example, computer media includes, but is not limitedto, RAM, ROM, EPROM, EEPROM, flash memory or other solid state memorytechnology, CD-ROM, digital versatile disks (“DVD”), HD-DVD, BLU-RAY, orother optical storage, magnetic cassettes, magnetic tape, magnetic diskstorage or other magnetic storage devices, or any other medium which canbe used to store the desired information and which can be accessed bythe mobile device 400 or other devices or computers described herein,such as the computer system 300 described above with reference to FIG.3. For purposes of the claims, the phrase “computer-readable storagemedium” and variations thereof, does not include waves, signals, and/orother transitory and/or intangible communication media, per se. In anillustrative embodiment, a computer-readable storage medium is atangible computer-readable storage medium.

Encoding the software modules presented herein also may transform thephysical structure of the computer-readable media presented herein. Thespecific transformation of physical structure may depend on variousfactors, in different implementations of this description. Examples ofsuch factors may include, but are not limited to, the technology used toimplement the computer-readable media, whether the computer-readablemedia is characterized as primary or secondary storage, and the like.For example, if the computer-readable media is implemented assemiconductor-based memory, the software disclosed herein may be encodedon the computer-readable media by transforming the physical state of thesemiconductor memory. For example, the software may transform the stateof transistors, capacitors, or other discrete circuit elementsconstituting the semiconductor memory. The software also may transformthe physical state of such components in order to store data thereupon.

As another example, the computer-readable media disclosed herein may beimplemented using magnetic or optical technology. In suchimplementations, the software presented herein may transform thephysical state of magnetic or optical media, when the software isencoded therein. These transformations may include altering the magneticcharacteristics of particular locations within given magnetic media.These transformations also may include altering the physical features orcharacteristics of particular locations within given optical media, tochange the optical characteristics of those locations. Othertransformations of physical media are possible without departing fromthe scope and spirit of the present description, with the foregoingexamples provided only to facilitate this discussion.

In light of the above, it should be appreciated that many types ofphysical transformations take place in the mobile device 400 in order tostore and execute the software components presented herein. It is alsocontemplated that the mobile device 400 may not include all of thecomponents shown in FIG. 4, may include other components that are notexplicitly shown in FIG. 4, or may utilize an architecture completelydifferent than that shown in FIG. 4.

Based on the foregoing, it should be appreciated that concepts andtechnologies that involve the classification of indoor and outdoortelecommunications events that occur within mobile telecommunicationsnetworks have been disclosed herein. Although the subject matterpresented herein has been described in language specific to computerstructural features, methodological and transformative acts, specificcomputing machinery, and computer-readable media, it is to be understoodthat the invention defined in the appended claims is not necessarilylimited to the specific features, acts, or media described herein.Rather, the specific features, acts and mediums are disclosed as exampleforms of implementing the claims.

The subject matter described above is provided by way of illustrationonly and should not be construed as limiting. Various modifications andchanges may be made to the subject matter described herein withoutfollowing the example embodiments and applications illustrated anddescribed, and without departing from the true spirit and scope of thesubject disclosure.

We claim:
 1. A method comprising: receiving, by a computer systemcomprising a processor, a data set comprising geo-location data andradio signal measurement data for a plurality of telecommunicationsevents that have occurred within a mobile telecommunications network;providing, by the computer system, the data set as input to aclassification model executing on the computer system; and classifying,by the classification model executing on the computer system, the dataset into an indoor results subset comprising a first telecommunicationsevent of the plurality of telecommunications events determined to haveoccurred in an indoor location and an outdoor results subset comprisinga second telecommunications event of the plurality of telecommunicationsevents determined to have occurred in an outdoor location.
 2. The methodof claim 1, wherein the data set further comprises telecommunicationsevent features for the plurality of telecommunications events.
 3. Themethod of claim 1, wherein the data set further comprises flag valuesfor the plurality of telecommunications events.
 4. The method of claim1, further comprising receiving, by the computer system, the indoorresults subset as output from the classification model.
 5. The method ofclaim 4, further comprising presenting the indoor results subset.
 6. Themethod of claim 1, further comprising receiving, by the computer system,the outdoor results subset as output from the classification model. 7.The method of claim 6, further comprising presenting the outdoor resultssubset.
 8. A computer system comprising: a processor; and a memorycomprising a classification model and computer-executable instructionsthat, when executed by the processor, cause the processor to performoperations comprising receiving a data set comprising geo-location dataand radio signal measurement data for a plurality of telecommunicationsevents that have occurred within a mobile telecommunications network,providing the data set as input to the classification model, andclassifying, using the classification model, the data set into an indoorresults subset comprising a first telecommunications event of theplurality of telecommunications events determined to have occurred in anindoor location and an outdoor results subset comprising a secondtelecommunications event of the plurality of telecommunications eventsdetermined to have occurred in an outdoor location.
 9. The computersystem of claim 8, wherein the data set further comprisestelecommunications event features for the plurality oftelecommunications events and flag values for the plurality oftelecommunications events.
 10. The computer system of claim 8, whereinthe memory further comprises computer-executable instructions that, whenexecuted by the processor, cause the processor to perform operationscomprising: receiving the indoor results subset as output from theclassification model; and presenting the indoor results subset.
 11. Thecomputer system of claim 10, wherein presenting the indoor resultssubset comprises presenting the indoor results subset in a spreadsheet.12. The computer system of claim 10, wherein presenting the indoorresults subset comprises presenting the indoor results subset on adisplay.
 13. The computer system of claim 12, wherein presenting theindoor results subset on the display comprises presenting the indoorresults subset within a map presented on the display.
 14. Acomputer-readable storage medium comprising computer-executableinstructions that, when executed by a processor of a computer system,cause the processor to perform operations comprising: receiving a dataset comprising geo-location data and radio signal measurement data for aplurality of telecommunications events that have occurred within amobile telecommunications network; providing the data set as input to aclassification model executing on the computer system; and classifyingthe data set into an indoor results subset comprising a firsttelecommunications event of the plurality of telecommunications eventsdetermined to have occurred in an indoor location and an outdoor resultssubset comprising a second telecommunications event of the plurality oftelecommunications events determined to have occurred in an outdoorlocation.
 15. The computer-readable storage medium of claim 14, whereinthe data set further comprises telecommunications event features for theplurality of telecommunications events.
 16. The computer-readablestorage medium of claim 14, wherein the data set further comprises flagvalues for the plurality of telecommunications events.
 17. Thecomputer-readable storage medium of claim 14, further comprisingcomputer-executable instructions that, when executed by the processor,cause the processor to perform operations comprising receiving theindoor results subset as output from the classification model.
 18. Thecomputer-readable storage medium of claim 17, further comprisingcomputer-executable instructions that, when executed by the processor,cause the processor to perform operations comprising presenting theindoor results subset.
 19. The computer-readable storage medium of claim14, further comprising computer-executable instructions that, whenexecuted by the processor, cause the processor to perform operationscomprising receiving the outdoor results subset as output from theclassification model.
 20. The computer-readable storage medium of claim19, further comprising computer-executable instructions that, whenexecuted by the processor, cause the processor to perform operationscomprising presenting the outdoor results subset.